Large-scale identification of social and behavioral determinants of health from clinical notes: comparison of Latent Semantic Indexing and Generative Pretrained Transformer (GPT) models.

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作者： Sujoy,Roy ^[1] ; Shane,Morrell ^[2] ; Lili,Zhao ^[3] ; Ramin,Homayouni ^[4]

作者单位： Foundational Medical Studies, Population Health Informatics, Oakland University William Beaumont School of Medicine, Oakland University, 586 Pioneer Dr, 460 O'Dowd Hall, Rochester, MI, 48309-4482, USA. ^[1] Quire Inc., Memphis, Tennessee, USA. ^[2] Biostatistics, Beaumont Research Institute, Corewell Health, Royal Oak, Michigan, USA. ^[3] Foundational Medical Studies, Population Health Informatics, Oakland University William Beaumont School of Medicine, Oakland University, 586 Pioneer Dr, 460 O'Dowd Hall, Rochester, MI, 48309-4482, USA. rhomayouni@oakland.edu.;Population Health & Health Equity Research, Beaumont Research Institute, Corewell Health, Royal Oak, Michigan, USA. rhomayouni@oakland.edu. ^[4]

关键词 Clinical notes Electronic health records Machine learning Natural language processing Social determinants of health

主题词人类(Humans);电子健康病历(Electronic Health Records);语义学(Semantics);男(雄)性(Male);女(雌)性(Female);成年人(Adult);中年人(Middle Aged)

DOI 10.1186/s12911-024-02705-x

PMID 39390479

发布时间 2024-10-10

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准确一般字义偏差语意偏离译文作用小提交